{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tqdm\n",
    "import itertools\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.manifold import TSNE\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.ensemble import GradientBoostingClassifier\n",
    "from sklearn.preprocessing import StandardScaler, LabelEncoder\n",
    "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1941, 27)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X_Minimum</th>\n",
       "      <th>X_Maximum</th>\n",
       "      <th>Y_Minimum</th>\n",
       "      <th>Y_Maximum</th>\n",
       "      <th>Pixels_Areas</th>\n",
       "      <th>X_Perimeter</th>\n",
       "      <th>Y_Perimeter</th>\n",
       "      <th>Sum_of_Luminosity</th>\n",
       "      <th>Minimum_of_Luminosity</th>\n",
       "      <th>Maximum_of_Luminosity</th>\n",
       "      <th>...</th>\n",
       "      <th>Outside_X_Index</th>\n",
       "      <th>Edges_X_Index</th>\n",
       "      <th>Edges_Y_Index</th>\n",
       "      <th>Outside_Global_Index</th>\n",
       "      <th>LogOfAreas</th>\n",
       "      <th>Log_X_Index</th>\n",
       "      <th>Log_Y_Index</th>\n",
       "      <th>Orientation_Index</th>\n",
       "      <th>Luminosity_Index</th>\n",
       "      <th>SigmoidOfAreas</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>42</td>\n",
       "      <td>50</td>\n",
       "      <td>270900</td>\n",
       "      <td>270944</td>\n",
       "      <td>267</td>\n",
       "      <td>17</td>\n",
       "      <td>44</td>\n",
       "      <td>24220</td>\n",
       "      <td>76</td>\n",
       "      <td>108</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0047</td>\n",
       "      <td>0.4706</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.4265</td>\n",
       "      <td>0.9031</td>\n",
       "      <td>1.6435</td>\n",
       "      <td>0.8182</td>\n",
       "      <td>-0.2913</td>\n",
       "      <td>0.5822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>645</td>\n",
       "      <td>651</td>\n",
       "      <td>2538079</td>\n",
       "      <td>2538108</td>\n",
       "      <td>108</td>\n",
       "      <td>10</td>\n",
       "      <td>30</td>\n",
       "      <td>11397</td>\n",
       "      <td>84</td>\n",
       "      <td>123</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0036</td>\n",
       "      <td>0.6000</td>\n",
       "      <td>0.9667</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0334</td>\n",
       "      <td>0.7782</td>\n",
       "      <td>1.4624</td>\n",
       "      <td>0.7931</td>\n",
       "      <td>-0.1756</td>\n",
       "      <td>0.2984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>829</td>\n",
       "      <td>835</td>\n",
       "      <td>1553913</td>\n",
       "      <td>1553931</td>\n",
       "      <td>71</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>7972</td>\n",
       "      <td>99</td>\n",
       "      <td>125</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0037</td>\n",
       "      <td>0.7500</td>\n",
       "      <td>0.9474</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.8513</td>\n",
       "      <td>0.7782</td>\n",
       "      <td>1.2553</td>\n",
       "      <td>0.6667</td>\n",
       "      <td>-0.1228</td>\n",
       "      <td>0.2150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>853</td>\n",
       "      <td>860</td>\n",
       "      <td>369370</td>\n",
       "      <td>369415</td>\n",
       "      <td>176</td>\n",
       "      <td>13</td>\n",
       "      <td>45</td>\n",
       "      <td>18996</td>\n",
       "      <td>99</td>\n",
       "      <td>126</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0052</td>\n",
       "      <td>0.5385</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.2455</td>\n",
       "      <td>0.8451</td>\n",
       "      <td>1.6532</td>\n",
       "      <td>0.8444</td>\n",
       "      <td>-0.1568</td>\n",
       "      <td>0.5212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1289</td>\n",
       "      <td>1306</td>\n",
       "      <td>498078</td>\n",
       "      <td>498335</td>\n",
       "      <td>2409</td>\n",
       "      <td>60</td>\n",
       "      <td>260</td>\n",
       "      <td>246930</td>\n",
       "      <td>37</td>\n",
       "      <td>126</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0126</td>\n",
       "      <td>0.2833</td>\n",
       "      <td>0.9885</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.3818</td>\n",
       "      <td>1.2305</td>\n",
       "      <td>2.4099</td>\n",
       "      <td>0.9338</td>\n",
       "      <td>-0.1992</td>\n",
       "      <td>1.0000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   X_Minimum  X_Maximum  Y_Minimum  Y_Maximum  Pixels_Areas  X_Perimeter  \\\n",
       "0         42         50     270900     270944           267           17   \n",
       "1        645        651    2538079    2538108           108           10   \n",
       "2        829        835    1553913    1553931            71            8   \n",
       "3        853        860     369370     369415           176           13   \n",
       "4       1289       1306     498078     498335          2409           60   \n",
       "\n",
       "   Y_Perimeter  Sum_of_Luminosity  Minimum_of_Luminosity  \\\n",
       "0           44              24220                     76   \n",
       "1           30              11397                     84   \n",
       "2           19               7972                     99   \n",
       "3           45              18996                     99   \n",
       "4          260             246930                     37   \n",
       "\n",
       "   Maximum_of_Luminosity  ...  Outside_X_Index  Edges_X_Index  Edges_Y_Index  \\\n",
       "0                    108  ...           0.0047         0.4706         1.0000   \n",
       "1                    123  ...           0.0036         0.6000         0.9667   \n",
       "2                    125  ...           0.0037         0.7500         0.9474   \n",
       "3                    126  ...           0.0052         0.5385         1.0000   \n",
       "4                    126  ...           0.0126         0.2833         0.9885   \n",
       "\n",
       "   Outside_Global_Index  LogOfAreas  Log_X_Index  Log_Y_Index  \\\n",
       "0                   1.0      2.4265       0.9031       1.6435   \n",
       "1                   1.0      2.0334       0.7782       1.4624   \n",
       "2                   1.0      1.8513       0.7782       1.2553   \n",
       "3                   1.0      2.2455       0.8451       1.6532   \n",
       "4                   1.0      3.3818       1.2305       2.4099   \n",
       "\n",
       "   Orientation_Index  Luminosity_Index  SigmoidOfAreas  \n",
       "0             0.8182           -0.2913          0.5822  \n",
       "1             0.7931           -0.1756          0.2984  \n",
       "2             0.6667           -0.1228          0.2150  \n",
       "3             0.8444           -0.1568          0.5212  \n",
       "4             0.9338           -0.1992          1.0000  \n",
       "\n",
       "[5 rows x 27 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### LOAD DATA ###\n",
    "\n",
    "df = pd.read_csv('Steel_Plates_Faults.csv')\n",
    "label = df.Fault\n",
    "df = df.drop('Fault',axis=1)\n",
    "\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x16382660188>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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7mqxvsp1DecrlFTUNw2yHyCVa6AFqwwVAje0YuUiE4O9CPwjm0d5mO4vyjBJ0BE6/aKF3XAyMtB0iV+VLx3GLQtfpRCqVSV/U2bJ9p4Xe8SXbAXLd6dI49wLfcyts51CeMRq4yHaIXKGFvjZ8JnCa7Ri5TgS5JXjLqDAH99rOojzjq7YD5Aot9NqaTxm/JEbdH7pmne0cyjNOr6hpON12iFzg7UJfGy4HPmI7hptM8m2b/Tl/g25UojJFJ1D1gbcLvTNBKs92CLf5ZuCek8awc5vtHMoTPlJR0zDadohsN+BCLyJxEVklIi+KyAoRmZ3KYGnnLEX8/2zHcCOfUPZQ3lXbQHeeV2kXRIda9mowLfpWY8xUY8wU4BvAtSnKlCkLgArbIdxquOyfVhtYtNR2DuUJn62oafB678RRpeqHUwrsARCRc0Tkkc4viMjPROSS5MfNIvJDEXlWRJaLyDQR+auIvCoil3Z5/lMi8oCIrBORehHxiYhfRO4UkTUiEhGRyweZWS/Cplm1//FZlbLpVds5lOuNAs61HSKbBQbx3AIRWQXk4/yg5/fxeVuMMWeKyI+BO4GzksdYC9QnHzMLOAnYBPwF+BCwERhjjDkFQETKBpzc2fT7Pwf8fNUnIuTfF6ptnxK9vSNGQCe3qHT6JPCE7RDZKhVdN5Nx9la9S0SkD8/7c/LfCPCcMeaAMWYn0NaleP/bGLPBGBMHfg/MATYAx4rILSLybmD/ILJ/HOhLVjVIRRKtvDV4s47CUen24YqaBh1Y0YOUdN0YY54FhgPlQOyI4x65/Vc0+W+iy8edn3e+wzjyIp4xxuwBpgBPAguBXw0i8scG8VzVT+/yvTBnrm91xHYO5WphnOtuqhspKfQiMhnwA7txultOEpE8EQkD5w3gkLNEZKKI+HCK8tMiMhzwGWPuB64Cpg0obG34RJwXDJUhIvh/E7yhtIjWg7azKFe72HaAbDWYQl+QHF65ClgMVBtj4saYLcC9wGrgHmDlAI79LFAHrMHpm38AZwnhJ5PnuxNnpM9AaGvegqDEJ/w+9P2B/C0o1VcLdFOS7onJsqHOInIOcKUx5r1pOUFtOAKckpZjq179b8fn/31v/NxZtnMo1/psc92C39gOkW28Nfa0NjwJLfJW1QV+NXE4e3fazqFcS9+xdyPrCr0x5sm0tebhA2k6ruojn5jyh/Ku2mg7h3KtsytqGgpsh8g2WVfo00wLfRYYI7tnfS1wr+41q9IhHzjHdohs451CXxseDuTWejwu9hX/g1MnytbNtnMoV3q37QDZxjuF3hlj67cdQjlEKH4wdPU+H4m47SzKdXTW+xG8VOh1LYwsE5aWqhuD9dqFo1LtxIqahgrbIbKJlwr9HNsB1Dtd6Ht69jRZ32Q7h3IdbdV34Y1CXxseBRxnO4Z6JxGCvwv9IJhHe5vtLMpVtJ++C28Uem3NZ7V86TjuzuD1/7adQ7nK/IqahsGszusqWuhVVjjDt27uu33PrbCdQ7lGKbqm1Vu00KusIIL8LHjLqFIO7rOdRbnGTNsBsoX7C31tuBh9Zc8JAUmM+lOodq3tHMo1tNAnub/Qw5no+PmcMcm3dfbn/A26UYlKBS30SV4o9Nptk2O+GbjnpDHs3GY7h8p5J1XUNBTaDpENtNCrrOMTyh7Ku2obZNka2irX+BnoBkUu44VCr7/oHDRc9k+rDSxaajuHynnafYPbC31teARQ1uvjVFaq9j8+q1I2vWo7h8ppuskNbi/0cKLtAGrgRMi/L1TbHiDWYTuLylnTbQfIBm4v9CfYDqAGp0iilbcGb9ZROGqgJuoMWfcXem3Ru8C7fC/MmetbHbGdQ+WkADDBdgjb3F7otUXvAiL4fxO8obSI1oO2s6icNMl2ANvcXui1Re8SQYlP+H3o+ytt51A5yfMr17q30NeG/cCxtmOo1DnVt3HuR/xP6iqXqr+00NsOkEYTgZDtECq1rgvcPnEY+3bZzqFyihZ62wHSSPvnXcgnpvyhvKt0bL3qDy30tgOkkecvwLjVWNl1+uWBP+qsWdVXnu/CdXOhL7cdQKXPZf4HTpsoWzfbzqFyQmFFTcMI2yFscnOhH2o7gEofEYofDF29z0cibjuLygnDbAewyc2FfojtACq9wtJSdWOw/mnbOVRO8HQ9cHOh1xa9B1zoe3r2NFnfZDuHynqergd9KvQicndf7ssynn4F9woRgr8L/SCYR3ub7Swqq3m6HvS1RX9y109ExE/2rwrn6VdwL8mXjuPuDF6vE6nU0Xi6Hhy10IvIN0TkAHCqiOxP3g4AO4CHMpJw4Dz9Cu41Z/jWzX2377kVtnOorOXpenDUQm+MudYYUwLcYIwpTd5KjDHDjDHfyFDG/qsNC7rhiKeIID8L3jKqlIP7bGdRWUlb9D0RkWkiMg34Y+fHXW8ZyjgQpTj7RSoPCUhi1J9CtWtt51BZydMt+t4W5L/pKF8zwPwUZkklT/9SvWySb+vsz/offebX8Qtm286iskqp7QA2HbXQG2POzVSQFCu0HUDZ863Ab096LD5r21aGj7KdRWUNT7/D79MWWyLy6e7uN8bcldo4KaOzJT3MJ5T9Oe/bG2ZEbz0GRGznUVnB04W+r8MrZ3a5zQVqgfenKVMqxGwHUHYNl/3Trgnc9ZTtHCpruHlyaK/61KI3xnyl6+ciEgayecKUtugVHwk8fvKfW85aUuifWFjoz/P0f3Sv64BttjPYNNDd0VuA41MZJMW00HtUB3Q8XFy08o5wabw5GJhy9b2PR98Y+b78/PhL+4cG84tH5o9vG5o3KlQUCI/wib8iOflPud+btgPY1Nc++odxRtmA8xboJODedIVKAe268RAD5snCgtW3lZXuXxsKnWJEZnV+beieDSXFsaaODce+/7yt8T1bNu/9+4ZErOFkoNQn/rahoWNeHlEwYfeI/HGxcKi8NM9XOE5Ehlv8dlR6eLrx19cW/Y1dPo4Bm4wxr6UhT6p4+pfqFSvzQk23loW3P1eQf0JCZEp3j+kIkKjY/Nc5O8qnPn2wZPycUMlHxhkTPRBrfeapePTFCbuir0/eFX2ddV2ek+8v3jEif9yWEQUTDg7PGx0oCpSV+yVQISK6NWXu8nTjr6999EvSHSTFtNC71IZgYNOtZeHmfxQVjmsXmQxMPtrj24PO38L0lT+avvSs69cn/KETRPJKgoXnnh0oOCcRb1/7fKx1qR/T+tYEwLb4wRGbDzWO2Hyo8a3jCL6OstCIl0cWjN9Znj++Y0hoRFGev2isT3zHpOt7VSmlhb43InIGcAtQibPhth84ZIzJ1kkInv6lus0Ov3/H7WWlTQ8XFw0/5POdBEzo63OjAQEM/kRHwYwXrg/+e+a3DiBSAiAivkDeKTMDeaeQiG1/uaPl72+Y+PaZQP6RxzEkgnva3zh+T/sbxzftO7x+WshX8GZ5/tjNI/Mn7B+WP8ZXEhw6NCDBiSJSMPjvXKWQp2tCX7tufgZ8HPgjMAP4NNm9J6u26HPcAZH9vw2XrP5DaUnhmz7fFETOHshxokESnR8Xt2ybOOnV+595ZdJF75g16wuMPD6v9OLjTaJld0frkucS7U0ngum1td6eaB36esvLQ19vefmt+wSJlwaHbxxRMP6NEfnj24fkjSwo8BeP8Yl/zEC+B5USHbYD2NTnUTfGmFdExG+MiQN3iMgzacw1WJ7+peaqdoj+qaR45aJwCa8FAlMRmTPYY0aDvG3C1PjX/jl7R/m0p/aHj+32hUN8hcNCRe+ZZwrP74hHVz4Ta322DDpO6s85Dca/r2PnxH0dOye+vP+Ft+4P+vL2DcsbvXlkQcWe8ryxUhIcOiToy6sQkeIBfXOqP/bYDmBTXwt9S/JC1CoRuR5nTGpR+mINUu2+KLXhQ2RzRgVAHOJ/Lyp88fZwactLoWAVTjdhyrSF3hot9pZpq24+felZ1zXGA/mVPT1PxB8M5M+YHcifQbxjUyTW8sRBk9g7k4EPSaYjEQ2/0bqx6o3WjV3vNiWBIVvKC8ZvG5k/oWVo3jH5BYHSUT5840REx/6nzm7bAWzq6x/tp3CGVX4ZuBwYB3w4XaFSZDtwrO0QqnvP5eetrS8L716Rnzc5kcaVUNtC75wR6TOxvJkv1BUvm3XNPpzJf0flD06o8oc/QyK+b2us5R8vJ2IbTyV1C+fJgdiecQcO7Bm34cCLh88pwUPD8kY1jyyY8GZ5/jhTGhweDvnyJ4iILr89MAMq9CISByJAEKeffxHwE2NMQkRmAJ82xlzWzfOmAqONMY8mP38/cJIxpm6g38BgHLXQi8h4Y8xmY8ym5F1twHfSHysl3kALfVZ5KRjccOuQ8JYlhQUVMZGTe3/G4LWF6Hatm8LWneNOXP/751468ZOn9/VYPn94dKjkwtHGdLTEWpctjUdXjIb4calLe1jcdBTtaNt88o62zW+7vzBQum1E/rjXRuRPaBmWNzpYFAiP9Il/gogM+J2GRwy0Rd9qjJkKICIjgN8BYeAaY8xyYPmRT0j+LqbiXM98FMAY82fgzwPMMGi9/XE8CEwDEJH7jTHZ3orv6g3bARRsDfi3/bIsvP6xosJjWn2+E8nwi29bUHy8s/cGgDHb/nX6jhHTluwZMnlef44pEiwMFs6dGyiYYxIdL73Q0bLEYA5Nh+5fVFKpJbZ/VPPBtaOaDx5edt+HPzok75hXRurEr6MZdNeNMWaHiHwBeF5EaoF5wJXGmPcmPx8NVAC7gDlAgTjXma4FCoAZxpgvi8idwH6cF4JjgP81xtwHICJfBz4K5AEPGGOuEZEinAmqY3FGPH7PGLNYROpw1hyLAY8bY67sKXtvhb7rH26utY49vbaFTft8vr13hksi95UUl+71+aoQsbZccGs3XTddTVn989lPn3VdJBYorOrvsUVE/KHJ0/2hySTiOzd2HHpii4lvnU6Grw0liOftjr4+efc7J37tLM8fu2Vk/oQDw/LHBIq9PfFrZyoOYozZkLx2MqKbL08H5hhjWkXkEpKFHSD5eVejcF4MJuO09O8TkfNxlpaZhVN7/yzOaLNyYKsxZkHyWGERGQpcCEw2xpjeuvR6K/Smh49zgbboM6hVpOWPJcUv3h0u8b/h909FZK7tTABtoaP/jftMIjhz+bXDnj39u2/i/OcZEJ+/fGJe6ccnmkTbvljr0iXx9jXHgRk70OOlQlv8YPmWQ03lWw41vXWfILGy0IhXRhRM2DEif3xHWWhEUb6/aIxPfG5fu39rCo/V0zu3PxtjWvt4jAeNMQlgnYiMTN53fvK2Mvl5MU7hXwrcKCLXAY8YY5Ymu4fagF+JSAPwyNFO1luhnyIi+3G+sYLkxyQ/N1k8YQq00KddDGKPFReu+nW4tP3VYPBURM60nelIbaHe1yEvaHtz9ElNi5avm1w9BBnc+vXiyw8Hi/5jXqDwvHg8unpZrO1fhZjoqYM5ZioZTGBP+/ZJe9q3T3rpqBO/hgwNSMgtE7/iOIMzBk1Ejk0ebwfOBNKuDvXjUNGuh+3y77XGmF92c97pwAXAtSLyuDHmu+Ks6XQezhynL3OUHf9622Eql1f200KfBgbM0wX5a35ZFt6zOi90snFGHmStthDBvjzumO3Pz9hePv3J3cOrzknFeUV8/kD+1DMC+VNJdLzW2NHyxJsmsXsmzszyrNPdxC8gEXYmfm0fkT8hmpz4NdonfqvvVAbgjbF1cwc9iVJEyoF64GfJ7pKjPfwAUNLPU/wV+J6I3GOMOSgiY3DmBAWAN40xvxWRg8AlybkXhcaYR0VkGfDK0Q7s5iv1WuhTaE0o9PIvhoS3PlOQf1xcpN/92ba0Bfs+GuXUNb+cu/Ss616MBYu6XSBtoHzBsZV54WpM4uCOjpZ/NCY6XjkZyIULpb59Hbsm7uvYNfHl/SveujMoof3D8sdsGpk/Ye/w/LGmNDhsaNCXN0GSS0tkocF02xSIyCoOD6+8G/hRH573T6Am+dxr+3IiY8zjIlIJPJt8ETkI/BfOKgQ3iEgCp/B/EedF5CERycd5J3D50Y4txuRa13sf1YbHAltsx8hlmwOB135ZVvrqX4sKR0d9vmzef6BHFW+YV6+/o+9DINtCZdufOfN7PsRXnq5MxsSi8dI0kg8AAB9VSURBVLbnn4+1PV8OsRPTdZ4MMyWBIa8lJ361Dsk7Jq8wUHKMD//4LJj49eDYurkXWs5glZtb9NuAdrL0rXK22u3z7fpNWem6B4qLhxzwySmI5Nrb9LdpC/Xv95/fvnfkKWt/vWLNyZ8bRpoKlEggL1Bw5pxAwZnE219Z1dH6ZDuJ/TPI7e3uepj4FWgZlje6eUT+hDfL88cmwqHh4ZCvINMTvzb2/hB3c2+hr90XpzbcCKT0bbgbHRI5+PvSkhd/V1qct9MZMTOgBcSyUXuQvP4+Z8SuVdNG7FyxZMeI6f0aXz8Q/tCkqf7QJBLxNzfHWp7YmIhtOQ3I5kEO/RI3scIdbZtPesfEL3/pG+UF47aMzMzEr3W9P8Td3FvoHRG00HerHdofLi5adUdZaXyTs4DYWbYzpUM00P9CD3Dyujvm7i07/oX2UOn0VGfqjs8/dHyo5CPju26KAok+L8eca1ri+4/ZdHDtMZveMfFr5Ksj8yfsKi8YHysLlZfk+QrGyeC70Txf6N3bRw9QG/5f4DrbMbJFAhL/LCxYfXtZ6YF1oVCV8cC6KcGYid5zQ3xAxb49WLLr6dk/jGFhcxFjTCLevnZ5rHVpENN6WqbPn03y/UW7yvPHbh6RX3FgeP7oQHGgbLhfghUi0tff65CxdXP3pjVklnN7oX8PybUmvOyILffcPjHmHRZfGzMywOUJdg09+cXVVV88GYtrySRibyQ3RdnR7aYoXpSc+NV8xMSv7nb82ja2bu5oKyGziNu7blbbDmBLf7fcc7koAyyQw99cO2XUG8uWbBt1Ztr763viCxxzfF7pfyU3RXlyWaL9pcl92RTFzXqe+JW/Z7gz8Wvf8Pyxvnx/0aajHMYz3N2iB6gNv0nqlpTNat1suaeAxdfG9goMuJvKgHnmjO8vj+YPmZnKXANlTLwjHl3x71jrsiH93RTFg350xeJHrrAdwja3t+jBuSDrmlEkR9rvk32/LS2NLC4tLnrT5zvVTSNmUsUIURlEe0ZAZi2/dtLTs6993fjsbwfobIoy86xA/kziHc1rYi3/ODDYTVFcbGXvD3E/L/xhuK7QR4W2PxUXr1oULpXXA/6UbLnnZgkh6hvkG9dg7NCQKat/tnXVlMtGINKnZRUywR+sOKXLpijrE7GNU/DIO9g+WmU7QDbwQqF3RT99HOJ/KypcdXu4tG19Grbcc7OEpGYP4aF71588ZutTT70+Zl7WNRzevinKs0vj0ZVp2xQlh7QCTb0+ygO8UOhf7P0h2euILfcyMqbbbeI+2hn0klaOE1++9+zdQ09e1lYwPCtfaJ1NUc6eGyiYm/FNUbLQsisWPxKzHSIbeKHQr8BZPjRnNgq3seWem8X9xFLTpnfMXF5X+fRZdZuML5C1E5reuSnK37eY+LaMb4pi2VLbAbJFLq+t0Te1+zqAp2zH6M3WgH/bNcOHLpk1YexLF40ddewTRYXzYiJZW0hyScyXyjIPwXhr+LRVP2nFmGjvj7bP2RTlE2fnhb8U84dOWQLyuu1MGZL1/+8zxQsteoAngPfYDnGkvT7fnjvDJWvuKyku3eeMmPHcZKZMiPlT1XFzWNn+jZPHb/nb0s3jz8+KnbT6wtkU5fx5gcJ3xePRF5+NtT1TjInmzJLT/dQBPGs7RLbwUqHPCq0iLfeWFK/6bbgkmE1b7rlZR4C09NNO2vDQ3F3Dqv7VUjQqp9YJcjZFOe3MQP5pObEpygC9cMXiR1psh8gWXin0L+LszG5ls4cYxB4tLlz563C4Y0MwMAWR2TZyeFVHgES6jj1jxQ1Tlp513QbjCx6brnOk0+FNUQ5s72j5Z2Oi45VTyI1NUXqj/fNduL+PHqB2n8HZ8SVjDJilBfmR/xo18qlpFeP2fat8+MwNoeBsRLx0MSwrtKex0Afi0eLpK26KY0xOtx7FVzIyVPz+c/LKLisJ5J/5NAResp1pkLR/vguvtOjB6b75SLpPEgmFXr41B7fcc7NokLSu81F6cMvxE5sbnt448b05P3Gtm01RoiT2zyS3GoXtwBLbIbKJlwr939N14M2BwGv1ZeFXHy8q6NxyLye33XOraFASpLfWM3HTY3N2Dp/69MGSsTlf7Dvl8KYoS69Y/MgB2yGySS69Sg9O7b5XgZStZLfb59t1/dCyp2aPH7tmwbjRYx8uKZqXq/uqul00mJnJQtNX3jjdF29/ORPnyqTkpijz8soWij9v6lPgy/YVIRtsB8g23in0jkGNvjkocuD2cOm/zh035oVzxo8puztcevYBv++UVIVT6dGW5q6bTv5ER8GMFTcEMOZgJs6XaSJ5JcHC+WfnlX11XKDwP/6NFGTrgmEDKvQi8i0RWSsiq0VklYicLiL/IyKFfXjur0Qka1cS9VLXDcDDwGf68wSvbLnnZm2hzDVoig9tnTjp1QeeeWXSh1w7skpEfIG8qlmBvKrOTVG2m/iOGWTHpihNVyx+ZH1/nyQiZwLvBaYZY6IiMhxnuOli4LfAUS+2G2M+N5CwmeK1Fv1jQK99dwlIPFFYsOrjo0cunVExrqW2fNisTcHgmYgUZCCjSrG2UGbXeRn/2hOzS/dt8MTwvuSmKHPywpce8oUmLwHZbjnSAwN83ihgl0nOdjbG7AIuAkYD/xSRfwKIyK0isjzZ8v9O55NF5EkRmZH8+KCI/EBEXhSRZSIyMnn/R0RkTfL+jI4K8lahr90XBR7q6csv5OU1ff6Y8iWnVYzb/j8jy6euzcub64V9Vd2uLSQZ/zufturmWf54tDHT57VFfIXDQkUXzMsru2xooGDuMxC0tSH3gwN83uPAOBFZLyK/EJF5xpifAluBc40x5yYf9y1jzAzgVGCeiJzazbGKgGXGmCk4wzw/n7z/auA/k/e/f4A5B8Rbhd5xb9dPNgQDm64sH7ZkWsW4jZeMHjl5WUHBPC/uq+pmrRnsuunkM7G8mcvrijBmX6bPbVNyU5TZ+UO+clKw+EMR8ZU9C6lfgqIHm4DnB/JE41xXmQ58AdgJLBaRS7p56EdFZAXOhiYnA931y7cDjyQ/fgGoSH78L+BOEfk84B9IzoHyWh89wF+3+f0v/7qsdOvDxUXlLc6We7p4mIu1Be38nRe27hh/wsuLl60/4eNZuaRxuvmDFVWHN0V54uVErHkKg9jSsQ/uvmLxIwO+8G6MiQNPAk+KSASo7vp1EZkIXAnMNMbsEZE76f66RIc5vEdrnGSdNcZcKiKnAwuAVSIy1Rize6B5+8N7Lfrafe3njx/z1OLSknktuq+qJ7SFMtt66mrs1qVnlO1Z7+lZms6mKB+al1f2lZA/b8ZT4H81Tae6a6BPFJETRaTr8OipOO8QDgAlyftKcZY835fsd+/XQokicpwx5jljzNU4S7KMG2je/vJeoXfcbTuAypy2EFa3/pu6+pYz/bHWtTYzZIPkpihn55Vddmyw6ILlSNFyUjeTbdkVix8ZzByGYmCRiKwTkdU4XTK1wG3AYyLyT2PMizhdNmuB3+B0xfTHDSISEZE1OH33GdsUSQ6/w/COqkVVAmzgcN+ZcrHJW0zjd38br7SZoTV/2OvPnv6dQkR0P9cuErGdGzpa/v5aCjZF+dIVix+5NVW53MaTLfpIdcTgjI1VHhAN2l9+t6Bt95jKprtfwYstq6PwBcqPdTZF+WLHIDZFaQf+kOpsbuLJQp804P48lVvagna7bjqN2v7czGFvrvV0f31PxFdQFiw6f15e2VePCRScuwzJW92Ppz98xeJH9qQtnAt4ttBHqiMvk0Ubkqj0iQbJs52h06mR+jmBjkM5vWF9OiU3RTkjv2zhqaHij64T37B/Qa9bQd6RiWy5zLOFPulHtgOo9GvPokIvGP+s5T8ciUnstJ0l2/mCY0/KC1eflRf+/Ju+4KQlOCNVjrQBZ8a7OgqvF/rHgCbbIVR6tQeyYg2Wt+RH9x5zyrrfbMGYtG2I4ibJTVHm5ZVdVuzPP+NpCHRdy+bnVyx+RH+OvfB0oU9elP2J7RwqvdoD2dOi7zRi58ppI3au9MR6OKkiEsgPFsyekz/kshOCRe9fKb7Sp3GGOapeeLrQJ91F928JlVuIiIGo7RhHOnndb+YG2/evsJ0jF/lDk07LC39u9RWLH9lrO0su8Hyhj1RHWoF62zlU2rXZDnAkwfhmPf/DcZiE7RUfc1EC+LHtELnC84U+6ec4Y3GVSxnJvhY9QF7HgfJT1/zyDZx1VlTf/Xlh/fxXbIfIFVrogUh15A3g97ZzqPRJZGmhBxi+e82UY7Y/97TtHDnmRtsBcokW+sP0baCLJSS737FVNt19dl5074CW2PWgvy+sn9/fdWY8TQt9UqQ68iLwF9s5VHokfNld6AVk1vM/nCSJ+ECWAPCaq2wHyDVa6N/uG6RuNT2VReI+YrYz9CYYOzRkyuqf78GY3maCelnDwvr5y2yHyDVa6LuIVEdWAffYzqFSL+bvdRp9Vhi696VTxmxd+oztHFnK4GzHp/pJC/07fZssHHOtBifmz9h2doN24suL5+W37tJW6zs9sLB+vs47GAAt9EeIVEc2Ab+wnUOlVoc/+7tuupq5vK5SErHNtnNkkQTamh8wLfTd+wHgqU2d3a49QE6thxKMt4ZPe/GnhzBG3106Fi+sn+/5XboGSgt9NyLVkd1Ane0cKnXag7lV6AHK9r1aOW7LE8/ZzpEF2nC6VNUAaaHv2c3Aa7ZDqNRoD+TmaKrjNzxwdmHLG16/OHvdwvr5G2yHyGVa6HuQXAOn1nYOlRrRoORci77TjBeuP1USHRtt57BkI/ruetC00B/dnWRwp3aVPtEgYjvDQAXi0eLpK38Uw5hW21ks+OrC+vlZtyBdrtFCfxSR6kgc+CzkztA81b22UG523XQqPbD5+IpNj75gO0eGNSysn/+w7RBuoIW+F5HqyAvATbZzqMFpC+b+3/qxzY/OKT74mlcWP4sCX7Udwi1y/o8/Q64BXrYdQg1cW8h2gtSYvuKmab54uxf+Fq9fWD//Vdsh3EILfR9EqiNtwOfQdXByVltI/LYzpII/0V44Y8UNfow5aDtLGq0HrrUdwk200PdRpDryFLoTVc5qDbnnb7340NZjj9vwoFsHCcSBTy2sn+/FC89p45o//gz5P2CL7RCq/9pCuKJF32nClr+fVbq/2Y2bi/9wYf38f9sO4TZa6PshUh05AFxqO4fqP7cVeoBpK388yxePNtnOkUIvAN+zHcKNtND3U6Q68ii6lHHOaQsStJ0h1Xwmljdz+XUFGLPfdpYUaAM+vbB+fk4sJ51rtNAPzJdxZuypHNEWkoDtDOlQ1Lp9wgkv37vOdo4U+NbC+vlu+D6ykhb6AYhUR/YCF6Hr1ueMaBCXDLB8p7FbnzqjbO/6p2znGIQn0T2b00oL/QBFqiMrgMts51B90xZyX9dNV1NfvOVMf6w1F5fx3YXTZaNDl9NIC/0gRKojtwF32c6hehcNkGc7Qzr5TCI4a3ldGGP22M7SDwng4oX183UkW5ppoR+8LwJrbIdQRxcNurvQAxS07Rpb2XT3KxiTK63j7y6sn/+47RBeoIV+kCLVkRbgw8AB21lUz9qD5NvOkAmjtj83c+ib65bYztEHf0GHUmaMFvoUiFRH1gOfsZ1D9aw94I1CD3Dqmvo5gY5Dq23nOIpXgE8srJ+fs3sE5Bot9CkSqY7ch7MrlcpGImKg3XaMTPCZRGDW8mvLMYldtrN04wDwgYX18/faDuIlWuhT6+vA32yHUD3yzPop+dE9o05ed8cmjMmmVnMCZ4SNjpfPMC30KRSpjnTg9NevsJ1FvZMRb7ToO43cuWJ6+a5V2bQezv8srJ//4ECeKCJxEVklImtE5I8iUjiAY1wiIqMHcv5cp4U+xZLr4bwH0LW0s0xCvDfB7ZS1v54bbD+w0nYOnA2+bxnE81uNMVONMafgdMENZM2pS4BuC72IO5ax7okW+jSIVEd2AP8J7LCdRR2W8FiLHkAwvlnLfzgWk9huMcZdwDdSeLylwCQAEXlQRF4QkbUi8oXkfX4RuTPZ+o+IyOUichEwA7gn+c6gQESaReRqEXkaqBGRt96Ji8jxIuKarRu10KdJpDryKnAB4OYNInJKwue9Qg+Q176/vGrNbdswxsbex38FPpuqma8iEsB5xxxJ3vUZY8x0nCJ+mYgMA6YCY4wxpxhjqoA7jDH3AcuBi5PvDDqv17QZY+YYY34A7BORqcn7/xu4MxWZs4EW+jRK7jf7IUBX5MsCcR8x2xlsKd8dmXrM9n9ner/Z5cBFC+vnp+LnXiAiq5LH3Az8Onn/ZSLyIrAMGAccD2wAjhWRW0Tk3cDRVvdc3OXjXwH/nezG+RjwuxTkzgpa6NMsUh35G07fYK7MVnStmN/bL7iVTXedHYruXZ6h070KLFhYPz9V72g7++inGmO+YoxpF5FzgHcBZxpjpgArgXzjLAMxBWextIU4Bbwnh7p8fD/Ou4X3Ai8YY3anKLt1WugzIFId+R1whe0cXhfze7dFDyAgs5b/8FhMfGuaT/UKcO7C+vnpvkYVBvYYY1pEZDJwBoCIDAd8xpj7gauAacnHHwBKejqYMaYNp6vpVuCOdAbPNC30GRKpjvwY+JrtHF7W4cdGH3VWCXUcGjp19S92Y0y63t2sB+ZlaKGyvwABEVmNs5zCsuT9Y4Ank109d3L4QvCdQH3nxdgejnkPzrtvV63BI7mz/pE7VC2q+jzOJuP6IpthN90ee2bcLmbbzpENmk74+JKto+fOS/FhG4H5C+vnv5Hi42aMiFwJhI0xV9nOkkpabDIsUh25HbgYvN2NYEN7QFv0nSav/8O8/Nbdz6XwkGuBc3K8yD8AfBoXLmWihd6CSHXkDzijcTw3gcem9qBeEO9q5gvXTpZEPBVdLKtxinxOzxsxxlxojDnVGJONawQNihZ6SyLVkYeBBbz9qr9Ko2hAsmndF+uCsdbwaS/efBBjBtPgWIHTXeO64ugmWugtilRHngD+A9CV/DIgGkJsZ8g2ZfterRz32j8G2oXTgHPh1TXDEN1KC71lkerIs8C5wE7bWdyuTbtuunX8q386u6Bl+zP9fNrPcZYb1pnfOUALfRaIVEdWAafj9HWqNGnTFn2PZr5wXZUkYhv78NAE8LWF9fO/vLB+vl7czhFa6LNEpDqyETgTuNd2FrfSQt+zQDxaMn3ljzo4vAZMd1qADy+sn//jTOVSqaGFPotEqiMtkerIx4Bv4rScVAq1Bd29FO1glR7YdELFpr/0tGLjdpyRNQNaT17ZpYU+C0WqI9cC7wP22c7iJq3aou/Vsc2PzCk6+PqRi58tB2YtrJ//vI1MavC00GepSHXkUWAW0GQ7i1u0hQjYzpALZqy4cZov3v5K8tNfAnMW1s/fbDOTGhwt9FksUh1Zj3OR9mHbWdygLYR23fSBP9FeOH3lTVGgemH9/EsX1s/XiX05Tgt9lotUR/YDHwCuAZ3CPxhtIYK2M+SINSUHX/vowvr5d9kOolJDC30OiFRHTKQ68l1gDroX7YC1BUW7bnr3S2BWZVPjOttBVOpooc8hkerIMpxt0n5jO0su0hb9Ue0BPlbZ1HhpZVPj0YZYqhykhT7HRKojByPVkc8CF+IMeVN9FA0Ssp0hS/0RqKxsatQ5HC6lhT5HRaojDwInA7+3nSVXRIPk2c6QZbYCH6xsavxoZVOjNhpcTAt9DotUR3ZHqiOfxGnd5+w64JmiLfq3GJy++JMqmxofsh1GpZ8Wehfo0rqvR0fm9Kg9QL7tDFlgPXBusi9eJ+R5hBZ6l4hUR96MVEe+CJwG/MN2nmzUHvR0oY8B1wJTKpsal9gOozJL94x1qapFVR8AbgKOs50lmyy+NtYheG70TQNQU9nUuMZ2EGWHtuhdKlIdeQg4CfhfYL/lONnES0MHnwXOrmxqfK8WeW/zVKEXkYNdPr5ARF4WkfE9PPZEEXlSRFaJSKOI3DbAc14iIqP78JifDeT4RxOpjrRHqiM3AMcDt6MrYmKEdtsZMqAJ+FBlU+PsyqbGpbbDKPs8Veg7ich5wC3Au40xPS3W9FPgx8aYqcaYyuTjB+IS4KiFPt0i1ZEdkerIF4DpwJ/BuzstGaHNdoY02gp8ATilsqnxAdthVPbwXKEXkbk4rdsFxpijLScwCnit8xNjTCT5fL+I3CgiERFZLSJfSd5/tYg8LyJrROQ2cVwEzADuSb4zKBCRmSLyjIi8KCL/FpGS5ClGi8hfku8yrk/H9x6pjqyKVEc+AJwK/BbnAp2nJIQO2xnSYC/OHgaTKpsab69satSRV+ptPHUxVkQ6gAPAOcaYo27bJyL/DfwEeAZ4HLjDGLNXRL4IvAv4mDEmJiJDjTFvdv6bfO7dwL3GmIdF5EngSmPMchEJ4byt/pgx5nkRKcXZtee/gKtxRsxEgZeAOcaYLan/KRxWtaiqAvg68BnwxoiUu26MvZTfwYm2c6TIBuBm4DeVTY26d6vqkdda9B04hfuzvT3QGHMHUIkzPfwcYJmI5OEU+XpjTCz5uDeTTzlXRJ4TkQgwH2dc+5FOBLYZY55PPnd/53GAJ4wx+4wxbcA6YMIAv8c+i1RHmiPVkYXJc12LBzY6iftc0aJ/GvgQcHxlU+NPtcir3nit0CeAjwIzReSbvT3YGLPVGPMbY8wHcLo5TgGEI/q4RSQf+AVwkTGmCqdrqLsW8jue20XXNb/jkLlNMpJ9+N8ExgM1wLZMnTvTcrjQx3CWu5hV2dQ4t7Kp8YHKpkbPX1xXfeO1Qo8xpgV4L3CxiPTYsheRd4tIMPnxMcAw4HWcbpxLRZwlb0VkKIeL+i4RKQYu6nKoA0BnP3wTTl/8zORzSzqPkw0i1ZH9kerIdTgF/33AnyBnC2O3Yv6cmzm8F7gemFjZ1PjJyqZG3c5P9VvWFJlMSvapvxt4SkR2GWO6W+/jfOBmEekcpfF1Y8wbIvIr4ARgdbLP/3ZjzM9E5HYgAjQDXf8z3gnUi0grcCbwMeAWESnAGdP9rjR8i4MSqY7EgEeAR6oWVQ0HLgb+G5hiNVgKdARy4gJ0HKdBcRfwYGVTo5tHCqkM8NTFWDU4VYuqTsMp+BcDQy3HGZAf3RZ7ZuxuZtvO0YNVOKOh7qlsatRF6lTKaKFX/Va1qCoEvB+ni+p8YIjdRH1Xd0ds6bFvMNd2ji7WAouBxZVNjetth1Hu5Mmum65E5FvAR464+4/GmB/YyJMLItWRduA+4L6qRVV+YDZwAbAAqLKZrTfRgPXJYlGcUTN/Ax6pbGpcazmP8gBt0auUqlpUNQ6n6F8AnAcU2U30dt/6Q3zJlI1mXgZPaXCu3fwNp999qW7VpzJNC71Km6pFVXnA2Tibms9M3obbzHTF/fElp69Pe6F/HXgCp7D/XXdvUrZ5vutGpU+kOhLFacn+rfO+5GzczqI/C2f9neJMZYoGU9p1kwBewbmIujL57yq9kKqyjRZ6lVGR6kgzzhDUPwJULaryAZNxCv9koKLL7ZhUn78thAzgaQmcrRo343TDrEreVuusVJULtNArqyLVkQTOkg/rjvxa1aKqApzlGSqSt4nJf0fivAs48ubv7XxHFPoO4BDOpLatOIvYvQZsOeLfrZVNjbkw/l6pbmkfvXKNqkVV+by98BfgLB3Q0Xk7O5KIfvmRRCtwsLKp0Qtr0yulhV6pbCciFwLXHHH3qThLbT92xGN9OKuuzscZ8dMGfNQYs3GQGSqA2caY3/XyuGZghjFm12DOp1JLu26UynLGmAeAtzYSEZEv4MxO/ms3D/8YzkY3pxpjEiIyFqd7qlciEuiymuqRKoBPAkct9Co7eW5RM6VymYicgLN3waeMMd2tXjkKZynsBIAx5jVjzJ7kc98tIiuSm948kbyvNrlRzuPAXSJSISJLk49bISKdy0XUAXOTG+hc3tMGPElfST43IiKT0/WzUH2nLXqlckRyNdXf4Wxk09MWmPcCTyd3UnsC+K0xZqWIlOMsn322MWZjctXVTtNxNrppFZFC4D+MMW0icjzO0sgzcJavvtIY895kli/iXBw/rXMDni7H22WMmSYiXwKuBD6Xqp+BGhgt9Erlju8Ba40xf+jpAcaY10TkRJw++vnAEyLyEaAQeKqzr77LhjkAfzbGdM7WDQI/E5GpOKtontDDqXragAec5a0BXsDZIEVZpoVeqRwgIucAHwam9fZYY0wUeAx4TES2Ax/EmbTW08iLrn34lwPbcZak9kGPm6n3ZROdjG6go3qmffRKZTkRGQLcAXzaGHOgl8dOE5HRyY99OKNzNgHPAvNEZGLyaz0tMx3mcB//pzg8N6HrBjrQ/QY8KktpoVcq+10KjABuTV4M7bx9rJvHjgAeFpE1wGqceQQ/M8bsBL4A/ElEXsRZGrk7vwCqRWQZTrdNZ2t/NRBLXsi9HPgVzkzh1cnjfTI136pKBx1Hr5RSLqcteqWUcjm9UKJUDhKRKuDuI+6OGmNOt5FHZTftulFKKZfTrhullHI5LfRKKeVyWuiVUsrltNArpZTLaaFXSimX00KvlFIup4VeKaVcTgu9Ukq5nBZ6pZRyOS30SinlclrolVLK5bTQK6WUy2mhV0opl9NCr5RSLqeFXimlXE4LvVJKuZwWeqWUcjkt9Eop5XJa6JVSyuW00CullMtpoVdKKZfTQq+UUi6nhV4ppVxOC71SSrmcFnqllHI5LfRKKeVyWuiVUsrl/j8XrRYo/Zt4eQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### TARGET DISTRIBUTION ###\n",
    "\n",
    "label.value_counts().plot.pie(figsize=(6,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train: (1552, 27) test: (389, 27)\n"
     ]
    }
   ],
   "source": [
    "### GENERATE TRAIN TEST ###\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(df, label, random_state = 42,test_size=0.2)\n",
    "print(\"train:\", X_train.shape, \"test:\", X_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# FIRST MODEL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GradientBoostingClassifier(n_estimators=500, random_state=42)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gbc = GradientBoostingClassifier(n_estimators=500, random_state=42)\n",
    "gbc.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8046272493573264\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "       Bumps       0.65      0.74      0.69        72\n",
      "   Dirtiness       0.55      0.75      0.63         8\n",
      "    K_Scatch       0.95      0.95      0.95        83\n",
      "Other_Faults       0.77      0.78      0.77       143\n",
      "      Pastry       0.70      0.48      0.57        29\n",
      "      Stains       1.00      0.92      0.96        13\n",
      "   Z_Scratch       1.00      0.93      0.96        41\n",
      "\n",
      "    accuracy                           0.80       389\n",
      "   macro avg       0.80      0.79      0.79       389\n",
      "weighted avg       0.81      0.80      0.80       389\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(accuracy_score(y_test, gbc.predict(X_test)))\n",
    "print(classification_report(y_test, gbc.predict(X_test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_confusion_matrix(cm, classes, title='Confusion matrix', cmap=plt.cm.Blues):\n",
    "\n",
    "    cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
    "\n",
    "    plt.imshow(cm, interpolation='nearest', cmap=cmap)\n",
    "    plt.title(title, fontsize=25)\n",
    "    #plt.colorbar()\n",
    "    tick_marks = np.arange(len(classes))\n",
    "    plt.xticks(tick_marks, classes, rotation=90, fontsize=15)\n",
    "    plt.yticks(tick_marks, classes, fontsize=15)\n",
    "\n",
    "    fmt = '.2f'\n",
    "    thresh = cm.max() / 2.\n",
    "    for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n",
    "        plt.text(j, i, format(cm[i, j], fmt),\n",
    "                 horizontalalignment=\"center\",\n",
    "                 color=\"white\" if cm[i, j] > thresh else \"black\", fontsize = 14)\n",
    "\n",
    "    plt.ylabel('True label', fontsize=20)\n",
    "    plt.xlabel('Predicted label', fontsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,7))\n",
    "\n",
    "cnf_matrix = confusion_matrix(y_test, gbc.predict(X_test))\n",
    "plot_confusion_matrix(cnf_matrix, classes=np.unique(label), title=\"Confusion matrix\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# VISUALIZATION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "### PLOT WITH OTHER_FAULTS ###\n",
    "\n",
    "scaler = StandardScaler()\n",
    "scaler.fit(X_train)\n",
    "\n",
    "tsne = TSNE(n_components=2, random_state=42, n_iter=300, perplexity=5)\n",
    "T = tsne.fit_transform(scaler.transform(df))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x16382be2bc8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,9))\n",
    "\n",
    "colors = {0:'red', 1:'blue', 2:'green', 3:'pink', 4:'black', 5:'orange', 6:'cyan'}\n",
    "plt.scatter(T.T[0], T.T[1], c=[colors[i] for i in LabelEncoder().fit_transform(label)]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "### PLOT WITHOUT OTHER_FAULTS ###\n",
    "\n",
    "tsne = TSNE(n_components=2, random_state=42, n_iter=300, perplexity=5)\n",
    "T = tsne.fit_transform(scaler.transform(df[label != 'Other_Faults']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x16382bafc08>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,9))\n",
    "\n",
    "colors = {0:'red', 1:'blue', 2:'green', 3:'black', 4:'orange', 5:'cyan'}\n",
    "plt.scatter(T.T[0], T.T[1], c=[colors[i] for i in LabelEncoder().fit_transform(label[label != 'Other_Faults'])])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train: (1022, 27) test: (246, 27)\n"
     ]
    }
   ],
   "source": [
    "### EXCLUDE OTHER_FAULTS FROM TRAIN & TEST ###\n",
    "\n",
    "X_train2, y_train2 = X_train[y_train != 'Other_Faults'].copy(), y_train[y_train != 'Other_Faults'].copy()\n",
    "X_test2, y_test2 = X_test[y_test != 'Other_Faults'].copy(), y_test[y_test != 'Other_Faults'].copy()\n",
    "\n",
    "print(\"train:\", X_train2.shape, \"test:\", X_test2.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SECOND MODEL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GradientBoostingClassifier(n_estimators=500, random_state=42)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gbc2 = GradientBoostingClassifier(n_estimators=500, random_state=42)\n",
    "gbc2.fit(X_train2, y_train2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8983739837398373\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "       Bumps       0.82      0.88      0.85        72\n",
      "   Dirtiness       0.75      0.75      0.75         8\n",
      "    K_Scatch       1.00      0.98      0.99        83\n",
      "      Pastry       0.68      0.66      0.67        29\n",
      "      Stains       1.00      0.92      0.96        13\n",
      "   Z_Scratch       1.00      0.98      0.99        41\n",
      "\n",
      "    accuracy                           0.90       246\n",
      "   macro avg       0.87      0.86      0.87       246\n",
      "weighted avg       0.90      0.90      0.90       246\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(accuracy_score(y_test2, gbc2.predict(X_test2)))\n",
    "print(classification_report(y_test2, gbc2.predict(X_test2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CREATE THRESHOLD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict(feature, model, threshold_map=None): \n",
    "\n",
    "    confidence = model.predict_proba(feature).max()\n",
    "    label = model.predict(feature)[0]\n",
    "\n",
    "    if threshold_map and label in threshold_map:\n",
    "        if confidence >= threshold_map[label]:\n",
    "            return {\"label\": label, \"confidence\": confidence}     \n",
    "        \n",
    "        else:\n",
    "            return {\"label\": \"OTHERS\", \"confidence\": confidence}\n",
    "    \n",
    "    elif threshold_map == None:\n",
    "        return {\"label\": label, \"confidence\": confidence}\n",
    "    \n",
    "    else:\n",
    "        print(label, 'not in threshold map')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'label': 'Z_Scratch', 'confidence': 0.9193040405363531}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### TRY PREDICT FUNCTION ###\n",
    "\n",
    "predict([df[label == 'Other_Faults'].values[4]], gbc2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████████| 530/530 [00:01<00:00, 398.53it/s]\n"
     ]
    }
   ],
   "source": [
    "### MAKE PRED ON OTHER_FAULTS ### \n",
    "\n",
    "pred_lab = []\n",
    "pred_conf = []\n",
    "for row in tqdm.tqdm(X_train[y_train == 'Other_Faults'].values):\n",
    "    pred = predict([row], gbc2)\n",
    "    pred_lab.append(pred['label'])\n",
    "    pred_conf.append(pred['confidence'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT SCORES ###\n",
    "other_pred = pd.DataFrame({'label':pred_lab, 'pred':pred_conf})\n",
    "diz_score = other_pred.groupby('label')['pred'].apply(list).to_dict()\n",
    "\n",
    "plt.figure(figsize=(18,5))\n",
    "\n",
    "plt.boxplot(diz_score.values(), labels=diz_score.keys())\n",
    "\n",
    "plt.grid(False); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Bumps': 0.982301171001041, 'Dirtiness': 0.8631106294683912, 'K_Scatch': 0.8097222764306907, 'Pastry': 0.9682636292870939, 'Stains': 0.9861340528458336, 'Z_Scratch': 0.9244904011213837}\n"
     ]
    }
   ],
   "source": [
    "### IMPOSE 30 PERCENTILE THRESHOLD ###\n",
    "threshold_p= {}\n",
    "for lab in diz_score.keys():\n",
    "\n",
    "    threshold_p[lab] = np.percentile(diz_score[lab],30)\n",
    "\n",
    "print(threshold_p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT SCORES WITH THRESHOLD ###\n",
    "plt.figure(figsize=(18,5))\n",
    "\n",
    "plt.boxplot(list(diz_score.values()), labels=list(diz_score.keys()))\n",
    "plt.plot(range(1,len(threshold_p.keys())+1), list(threshold_p.values()), 'rs')\n",
    "\n",
    "plt.grid(False); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████████| 246/246 [00:00<00:00, 409.96it/s]\n"
     ]
    }
   ],
   "source": [
    "### MAKE PREDICTION ON TEST WITHOT OTHER_FAULTS + THRESHOLD ###\n",
    "\n",
    "final_pred = []\n",
    "for row in tqdm.tqdm(X_test2.values):\n",
    "    final_pred.append(predict([row], gbc2, threshold_map=threshold_p)[\"label\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8455284552845529\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "       Bumps       0.92      0.82      0.87        72\n",
      "   Dirtiness       0.86      0.75      0.80         8\n",
      "    K_Scatch       1.00      0.98      0.99        83\n",
      "      OTHERS       0.00      0.00      0.00         0\n",
      "      Pastry       0.68      0.45      0.54        29\n",
      "      Stains       1.00      0.92      0.96        13\n",
      "   Z_Scratch       1.00      0.90      0.95        41\n",
      "\n",
      "    accuracy                           0.85       246\n",
      "   macro avg       0.78      0.69      0.73       246\n",
      "weighted avg       0.94      0.85      0.89       246\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(accuracy_score(y_test2, final_pred))\n",
    "print(classification_report(y_test2, final_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████| 1552/1552 [00:03<00:00, 451.16it/s]\n",
      "100%|███████████████████████████████████████████████████████████████████████████████| 389/389 [00:00<00:00, 479.01it/s]\n"
     ]
    }
   ],
   "source": [
    "### TRY TO PREDICT INCLUDING OTHER_FAULTS ###\n",
    "\n",
    "y_train = []\n",
    "for row in tqdm.tqdm(X_train.values):\n",
    "    y_train.append(predict([row], gbc2, threshold_map=threshold_p)[\"label\"])\n",
    "    \n",
    "y_test = []\n",
    "for row in tqdm.tqdm(X_test.values):\n",
    "    y_test.append(predict([row], gbc2, threshold_map=threshold_p)[\"label\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Bumps        688\n",
       "K_Scatch     427\n",
       "Pastry       250\n",
       "OTHERS       228\n",
       "Z_Scratch    213\n",
       "Stains        75\n",
       "Dirtiness     60\n",
       "dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "other_final_pred = y_train + y_test\n",
    "pd.value_counts(other_final_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# FINAL VISUALIZATION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "### PLOT WITH THE 'NEW' OTHER_FAULTS CLASS ###\n",
    "\n",
    "tsne = TSNE(n_components=2, random_state=42, n_iter=300, perplexity=5)\n",
    "T = tsne.fit_transform(scaler.transform(pd.concat([X_train,X_test])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1638445c808>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,9))\n",
    "\n",
    "colors = {0:'red', 1:'blue', 2:'green', 3:'pink', 4:'black', 5:'orange', 6:'cyan'}\n",
    "plt.scatter(T.T[0], T.T[1], c=[colors[i] for i in LabelEncoder().fit_transform(other_final_pred)]) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# FINAL MODEL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GradientBoostingClassifier(n_estimators=500, random_state=42)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gbc3 = GradientBoostingClassifier(n_estimators=500, random_state=42)\n",
    "gbc3.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8586118251928021\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "       Bumps       0.86      0.98      0.91       128\n",
      "   Dirtiness       0.91      1.00      0.95        10\n",
      "    K_Scatch       0.97      0.94      0.95        89\n",
      "      OTHERS       0.73      0.33      0.45        67\n",
      "      Pastry       0.68      0.95      0.80        43\n",
      "      Stains       1.00      1.00      1.00        13\n",
      "   Z_Scratch       0.93      1.00      0.96        39\n",
      "\n",
      "    accuracy                           0.86       389\n",
      "   macro avg       0.87      0.89      0.86       389\n",
      "weighted avg       0.85      0.86      0.84       389\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(accuracy_score(y_test, gbc3.predict(X_test)))\n",
    "print(classification_report(y_test, gbc3.predict(X_test)))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
